Vol. 8, No. 1, 75-92, 2009
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Mapping Leaf Area Index over semi-desert and steppe biomes in Kazakhstan using satellite imagery and ground measurements
Pavel Propastin and Martin Kappas
Abstract
Maps of peak seasonal leaf area index (LAI)
were produced using the Normalised Difference Vegetation Index (NDVI) from
SPOT VEGETATION (VEG) satellite at 1 km resolution
over a large region in the semi-arid zone of Kazakhstan. Ground measurements of
LAI were acquired using indirect and
direct techniques across a 150ยท150 km2 large region. A Landsat Enhanced Thematic
Mapper (ETM+) scene at 30 m spatial resolution was used to locate ground sites and to
facilitate spatial scaling to 1 km pixels. A
high-resolution LAI map retrieved
from the Landsat ETM+ data was
aggregated to 1 km resolution and afterwards used as reference data.
The methods tested for transfer function between ETM+ LAI and SPOT-VEG were ordinary least
squares (OLS) regression, non-linear regression, and reduced major axis
(RMA) regression. In this paper, final maps of peak season LAI at a 1 km resolution
are presented after an assessment of their accuracy using the aggregated ETM+ LAI scene.
The most appropriate results were attained by RMA. Advantages and shortages of the used
regression approaches were analysed and discussed. Errors were
mostly caused by uncertainties in co-registration of Landsat
ETM+ and SPOT-VEG images as it was demonstrated by a pixel degradation experiment.
The methodology presented in this paper can serve as a basis for generation of
medium- and coarse-resolution LAI
satellite products for wide areas of Central Asia and Kazakhstan. The study exposed a
general transferability of the developed model
for LAI estimations at coarser
scales. The 1000 m SPOT-VEG model has proved to be fully suitable for
utilising with the SPOT-VEG data with resolution of 2 km.
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History
Submitted: 04 Nov 2008
Revised: 05 May 2009
Accepted: 05 May 2009
Published: 29 Jun 2009
Responsible editor: Zbigniew Bochenek
Citation
Propastin P & M Kappas, 2009.
Mapping Leaf Area Index over semi-desert and steppe biomes in Kazakhstan using satellite imagery and ground measurements.
EARSeL eProceedings, 8(1): 75-92
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ISSN 1729-3782
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